Simulation of a phosphene-based visual field: Visual acuity in a pixelized vision system
Abstract
A visual prosthesis for the blind using electrical stimulation of the visual cortex will require the development of an array of electrodes. Passage of current through these electrodes is expected to create a visual image made up of a matrix of discrete phosphenes. The quality of the visual sense thus provided will be a function of many parameters, particularly the number of electrodes and their spacing. We are conducting a series of psychophysical experiments with a portable "phosphene" simulator to obtain estimates of suitable values for electrode number and spacing. The simulator consists of a small video camera and monitor worn by a normally sighted human subject. To simulate a discrete phosphene field, the monitor is masked by an opaque perforated film. The visual angle subtended by images from the masked monitor is 1.7 degrees or less, depending on the mask, and falls within the fovea of the subject. In the study presented here, we measured visual acuity as a function of the number of pixels and their spacing in the mask. Visual acuity was inversely proportional to pixel density, and trained subjects could achieve about 20/26 visual acuity with a 1024 pixel image. We conclude that 625 electrodes implanted in a 1 cm by 1 cm area near the foveal representation of the visual cortex should produce a phosphene image with a visual acuity of approximately 20/30. Such an acuity could provide useful restoration of functional vision for the profoundly blind.
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Research using simulated prosthetic vision suggests that obtaining a wide field of view (FOV) is important for both mobility and object recognition tasks.
“Research using simulated prosthetic vision suggests that obtaining a wide field of view (FOV) is important for both mobility and object recognition tasks.61–64”
From Visual Prostheses in the Era of Artificial Intelligence Technology (2025) · cites this paper as [63]
Cha et al. and Dagnelie et al. have shown that approximately 700 electrodes could provide a blind volunteer with useful visually guided mobility.
“For example, Cha et al. (44) and Dagnelie et al. (45) have shown that approximately 700 electrodes could provide a blind volunteer with useful visually guided mobility.”
From Visual percepts evoked with an intracortical 96-channel microelectrode array inserted in human occipital cortex (2021) · cites this paper as [44]
In a series of psychophysical experiments, it has been estimated that 625 electrodes implanted at the primary visual cortex could be enough for reading (although to lower speeds) and to navigate through complex visual environments.
“In a series of psychophysical experiments, it has been estimated that 625 electrodes implanted at the primary visual cortex could be enough for reading (although to lower speeds) and to navigate through complex visual environments (Cha et al., 1992).”
From Toward Long-Term Communication With the Brain in the Blind by Intracortical Stimulation: Challenges and Future Prospects (2020) · cites this paper as Cha et al., 1992
The functional vision that could be restored with an array of intracortical microelectrodes implanted into the brain is in part related to the number of implanted electrodes, the interelectrode spacing, and the specific location of each microelectrode in the brain.
“The functional vision that could be restored with an array of intracortical microelectrodes implanted into the brain is a function of many parameters, but it is in part related to the number of implanted electrodes, the interelectrode spacing, and the specific location of each microelectrode in the brain (Cha et al., 1992; Dagnelie et al., 2006).”
From Toward Long-Term Communication With the Brain in the Blind by Intracortical Stimulation: Challenges and Future Prospects (2020) · cites this paper as Cha et al., 1992
Results of several simulation studies suggest that the amount of visual input required to perform basic visually guided tasks is not as great as one might expect.
“Fortunately, despite the above-mentioned figures, the results of several simulation studies suggest that the amount of visual input required to perform basic visually guided tasks is not as great as one might expect.”
From Toward Long-Term Communication With the Brain in the Blind by Intracortical Stimulation: Challenges and Future Prospects (2020) · cites this paper as Cha et al., 1992
Cites
Receptive fields and functional architecture of monkey striate cortex
Hubel, D. H., & Wiesel, T. N. (1968) · The Journal of Physiology · doi:10.1113/jphysiol.1968.sp008455 · Cited by 6,520 · see citing works
The sensations produced by electrical stimulation of the visual cortex
Brindley, G. S., & Lewin, W. S. (1968) · The Journal of Physiology · doi:10.1113/jphysiol.1968.sp008519 · Cited by 1,170 · cited 2× · see citing works
“and Lewis (6) and Dobelle and coworkers (11,13).”
BackgroundHubel, D. H. (1988) · Medical Entomology and Zoology · Cited by 1,026 · see citing works
Campbell, P. K., Jones, K. E., Huber, R. J., Horch, K. W., & Normann, R. A. (1991) · IEEE Transactions on Biomedical Engineering · doi:10.1109/10.83588 · Cited by 881 · see citing works
Self-citationPsychophysics of reading—I. Normal vision
Legge, G. E., Pelli, D. G., Rubin, G. S., & Schleske, M. M. (1985) · Vision Research · doi:10.1016/0042-6989(85)90117-8 · Cited by 554 · see citing works
Visual acuity in the presence of retinal-image motion*
Westheimer, G., & McKee, S. P. (1975) · Journal of the Optical Society of America · doi:10.1364/josa.65.000847 · Cited by 550 · see citing works
Dobelle, W. H., & Mladejovsky, M. G. (1974) · The Journal of Physiology · doi:10.1113/jphysiol.1974.sp010766 · Cited by 468 · see citing works
Psychophysics of reading—II. Low vision
Legge, G. E., Rubin, G. S., Pelli, D. G., & Schleske, M. M. (1985) · Vision Research · doi:10.1016/0042-6989(85)90118-x · Cited by 441 · see citing works
Dobelle, W. H., Mladejovsky, M. G., & Girvin, J. P. (1974) · Science · doi:10.1126/science.183.4123.440 · Cited by 440 · see citing works
The topography and variability of the primary visual cortex in man
Stensaas, S. S., Eddington, D. K., & Dobelle, W. H. (1974) · Journal of neurosurgery · doi:10.3171/jns.1974.40.6.0747 · Cited by 420 · see citing works
Human cortical magnification factor and its relation to visual acuity
Cowey, A., & Rolls, E. T. (1974) · Experimental Brain Research · doi:10.1007/bf00237163 · Cited by 406 · see citing works
Retinotopic organization of human visual cortex mapped with positron- emission tomography
Fox, P. T., Miezin, F. M., Allman, J. M., Essen, D. C. V., & Raichle, M. E. (1987) · Journal of Neuroscience · doi:10.1523/jneurosci.07-03-00913.1987 · Cited by 364 · see citing works
A glass/silicon composite intracortical electrode array
Jones, K. E., Campbell, P. K., & Normann, R. A. (1992) · Annals of Biomedical Engineering · doi:10.1007/bf02368134 · Cited by 354 · see citing works
Self-citationVisual Factors and Orientation-Mobility Performance
Marron, J. A., & Bailey, I. L. (1982) · Optometry and Vision Science · doi:10.1097/00006324-198205000-00009 · Cited by 333 · see citing works
An implantable multielectrode array with on-chip signal processing
Najafi, K., & Wise, K. D. (1986) · IEEE Journal of Solid-State Circuits · doi:10.1109/jssc.1986.1052646 · Cited by 310 · see citing works
Visual sensations produced by intracortical microstimulation of the human occipital cortex
Bak, M., Girvin, J. P., Hambrecht, F. T., Kufta, C. V., Loeb, G. E., & Schmidt, E. M. (1990) · Medical & Biological Engineering & Computing · doi:10.1007/bf02442682 · Cited by 299 · see citing works
“Braille” reading by a blind volunteer by visual cortex stimulation
DOBELLE, W. H., MLADEJOVSKY, M. G., EVANS, J. R., ROBERTS, T. S., & GIRVIN, J. P. (1976) · Nature · doi:10.1038/259111a0 · Cited by 253 · see citing works
The spatial resolution capacity of human foveal retina
Hirsch, J., & Curcio, C. A. (1989) · Vision Research · doi:10.1016/0042-6989(89)90058-8 · Cited by 252 · see citing works
Effects of Involuntary Eye Movements on Visual Acuity*
Keesey, U. T. (1960) · Journal of the Optical Society of America · doi:10.1364/josa.50.000769 · Cited by 146 · see citing works
Solid-State Electrodes for Multichannel Multiplexed Intracortical Neuronal Recording
BeMent, S. L., Wise, K. D., Anderson, D. J., Najafi, K., & Drake, K. L. (1986) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.1986.325895 · Cited by 142 · see citing works
Faye, E. E. (1985) · Optometry and Vision Science · doi:10.1097/00006324-198503000-00014 · Cited by 121 · see citing works
Clinical Ophthalmology. Vol. 2
BMJ Publishing Group Ltd.BMA House, Square, T., London, & 9JR, W. (1971) · British Journal of Ophthalmology · doi:10.1136/bjo.55.1.71-b · Cited by 106 · see citing works
Thin-Film Multiple Electrode Probes: Possibilities and Limitations
Prohaska, O. J., Olcaytug, F., Pfundner, P., & Dragaun, H. (1986) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.1986.325894 · Cited by 103 · see citing works
An Exploration of the Ability of Macaques to Detect Microstimulation of Striate Cortex
Bartlett, J. R., & Doty, R. W. (1980) · Springer eBooks · doi:10.1007/978-94-009-8225-3_4 · Cited by 102 · see citing works
Visual acuity as a function of exposure duration*
Baron, W. S., & Westheimer, G. (1973) · Journal of the Optical Society of America · doi:10.1364/josa.63.000212 · Cited by 87 · see citing works
Visual Acuity of the Preschool Child
Fern, K. D., & Manny, R. E. (1986) · Optometry and Vision Science · doi:10.1097/00006324-198605000-00003 · Cited by 79 · see citing works
Mapping the Representation of the Visual Field by Electrical Stimulation of Human Visual Cortex
Dobelle, W. H., Turkel, J., Henderson, D. C., & Evans, J. R. (1979) · American Journal of Ophthalmology · doi:10.1016/0002-9394(79)90673-1 · Cited by 47 · see citing works
Hoeft, W. W., Feinbloom, W., BRILLIANT, R., GORDON, R., HOLLANDER, C., NEWMAN, J. D., NOVAK, E., Rosenthal, B. P., & Voss, E. H. (1985) · Optometry and Vision Science · doi:10.1097/00006324-198502000-00013 · Cited by 27 · see citing works
A silicon based electrode array for intracortical stimulation: structural and electrical properties
Normann, R. A., Campbell, P. K., & Jones, K. E. (2003) · doi:10.1109/iembs.1989.95626 · Cited by 16 · see citing works
Self-citationA Simple Method for Widening Restricted Visual Fields
Holm, O. C. (1970) · Archives of Ophthalmology · doi:10.1001/archopht.1970.00990040613010 · Cited by 13 · see citing works
DeYoe, E. A., Lewine, J. D., & Doty, R. W. (2003) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.1989.95624 · Cited by 5 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
Visual Perception Elicited by Electrical Stimulation of Retina in Blind Humans
Humayun, M. S. (1996) · Archives of Ophthalmology · doi:10.1001/archopht.1996.01100130038006 · Cited by 602 · see citing works
Retinal Prosthesis for the Blind
Margalit, E., Maia, M., Weiland, J. D., Greenberg, R. J., Fujii, G. Y., Torres, G. F., Piyathaisere, D. V., O’Hearn, T. M., Liu, W., Lazzi, G., et al. (2002) · Survey of Ophthalmology · doi:10.1016/s0039-6257(02)00311-9 · Cited by 425 · see citing works
A neural interface for a cortical vision prosthesis
Normann, R. A., Maynard, E. M., Rousche, P. J., & Warren, D. J. (1999) · Vision Research · doi:10.1016/s0042-6989(99)00040-1 · Cited by 411 · see citing works
Self-citationWeiland, J. D., Liu, W., & Humayun, M. S. (2005) · Annual Review of Biomedical Engineering · doi:10.1146/annurev.bioeng.7.060804.100435 · Cited by 371 · see citing works
The Argus® II Retinal Prosthesis System
Luo, Y. H.-L., & da Cruz, L. (2016) · Progress in Retinal and Eye Research · doi:10.1016/j.preteyeres.2015.09.003 · Cited by 351 · see citing works
Poggio, T., & Beymer, D. (1996) · IEEE Spectrum · doi:10.1109/6.490058 · Cited by 338 · see citing works
Electrical Stimulation of Mammalian Retinal Ganglion Cells With Multielectrode Arrays
Sekirnjak, C., Hottowy, P., Sher, A., Dąbrowski, W., Litke, A. M., & Chichilnisky, E. J. (2006) · Journal of Neurophysiology · doi:10.1152/jn.01168.2005 · Cited by 336 · see citing works
A method for pneumatically inserting an array of penetrating electrodes into cortical tissue
Rousche, P. J., & Normann, R. A. (1992) · Annals of Biomedical Engineering · doi:10.1007/bf02368133 · Cited by 305 · see citing works
Self-citationA Wideband Frequency-Shift Keying Wireless Link for Inductively Powered Biomedical Implants
Ghovanloo, M., & Najafi, K. (2004) · IEEE Transactions on Circuits and Systems I Fundamental Theory and Applications · doi:10.1109/tcsi.2004.838144 · Cited by 287 · see citing works
Retinal stimulation strategies to restore vision: fundamentals and systems
Yue, L., Weiland, J. D., Roska, B., & Humayun, M. S. (2016) · Progress in Retinal and Eye Research · doi:10.1016/j.preteyeres.2016.05.002 · Cited by 272 · see citing works
Fernández, E., Alfaro, A., Soto-Sánchez, C., Gonzalez-Lopez, P., Lozano, A. M., Peña, S., Grima, M. D., Rodil, A., Gómez, B., Chen, X., et al. (2021) · Journal of Clinical Investigation · doi:10.1172/jci151331 · Cited by 250 · see citing works
Self-citationLewis, P. M., Ackland, H. M., Lowery, A. J., & Rosenfeld, J. V. (2015) · Brain Research · doi:10.1016/j.brainres.2014.11.020 · Cited by 228 · see citing works
Mobility performance with a pixelized vision system.
Cha, K., Horch, K. W., & Normann, R. A. (1992) · Vision Research · doi:10.1016/0042-6989(92)90229-c · Cited by 226 · see citing works
Self-citationThe functional performance of the Argus II retinal prosthesis
Stronks, H. C., & Dagnelie, G. (2014) · Expert Review of Medical Devices · doi:10.1586/17434440.2014.862494 · Cited by 189 · see citing works
Weiland, J. D., & Humayun, M. S. (2014) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2014.2314733 · Cited by 186 · see citing works
Facial Recognition Using Simulated Prosthetic Pixelized Vision
Thompson, R. W., Barnett, G. D., Humayun, M. S., & Dagnelie, G. (2003) · Investigative Ophthalmology & Visual Science · doi:10.1167/iovs.03-0341 · Cited by 176 · see citing works
Simulating prosthetic vision: I. Visual models of phosphenes
Chen, S. C., Suaning, G. J., Morley, J. W., & Lovell, N. H. (2009) · Vision Research · doi:10.1016/j.visres.2009.02.003 · Cited by 172 · see citing works
Reading speed with a pixelized vision system
Cha, K., Boman, D. K., Horch, K., & Normann, R. A. (1992) · Journal of the Optical Society of America A · doi:10.1364/josaa.9.000673 · Cited by 168 · see citing works
Self-citationTechnology Insight: future neuroprosthetic therapies for disorders of the nervous system
Normann, R. A. (2007) · Nature Clinical Practice Neurology · doi:10.1038/ncpneuro0556 · Cited by 167 · see citing works
Self-citationVisually Guided Performance of Simple Tasks Using Simulated Prosthetic Vision
Hayes, J. S., Yin, V. T., Piyathaisere, D. V., Weiland, J. D., Humayun, M. S., & Dagnelie, G. (2003) · Artificial Organs · doi:10.1046/j.1525-1594.2003.07309.x · Cited by 162 · see citing works
Sivaprakasam, M., Liu, W., Humayun, M. S., & Weiland, J. D. (2005) · IEEE Journal of Solid-State Circuits · doi:10.1109/jssc.2005.843630 · Cited by 155 · see citing works
A Modular 32-site wireless neural stimulation microsystem
Ghovanloo, M., & Najafi, K. (2004) · IEEE Journal of Solid-State Circuits · doi:10.1109/jssc.2004.837026 · Cited by 149 · see citing works
Toward the development of a cortically based visual neuroprosthesis
Normann, R. A., Greger, B. A., House, P., Romero, S. F., Pelayo, F., & Fernandez, E. (2009) · Journal of Neural Engineering · doi:10.1088/1741-2560/6/3/035001 · Cited by 143 · see citing works
Self-citationA Highly Flexible System for Microstimulation of the Visual Cortex: Design and Implementation
Coulombe, J., Sawan, M., & Gervais, J.-F. (2007) · IEEE Transactions on Biomedical Circuits and Systems · doi:10.1109/tbcas.2007.916026 · Cited by 129 · see citing works
Maynard, E. M. (2001) · Annual Review of Biomedical Engineering · doi:10.1146/annurev.bioeng.3.1.145 · Cited by 126 · see citing works
Implantable bioelectronic interfaces for lost nerve functions
Heiduschka, P., & Thanos, S. (1998) · Progress in Neurobiology · doi:10.1016/s0301-0082(98)00013-6 · Cited by 126 · see citing works
Intraocular Retinal Prosthesis
Jaeger, D., & Jung, R. (2015) · Springer eBooks · doi:10.1007/978-1-4614-6675-8_100279 · Cited by 104 · see citing works
Getting signals into the brain: visual prosthetics through thalamic microstimulation
Pezaris, J. S., & Eskandar, E. N. (2009) · Neurosurgical FOCUS · doi:10.3171/2009.4.focus0986 · Cited by 98 · see citing works
Artificial vision through neuronal stimulation
Fernandes, R. A. B., Diniz, B., Ribeiro, R., & Humayun, M. (2012) · Neuroscience Letters · doi:10.1016/j.neulet.2012.01.063 · Cited by 90 · see citing works
A Complete 256-Electrode Retinal Prosthesis Chip
Tran, N., Bai, S., Yang, J., Chun, H., Kavehei, O., Yang, Y., Muktamath, V., Ng, D., Meffin, H., Halpern, M., et al. (2014) · IEEE Journal of Solid-State Circuits · doi:10.1109/jssc.2014.2298037 · Cited by 90 · see citing works
Phosphene induction and the generation of saccadic eye movements by striate cortex
Tehovnik, E. J., Slocum, W. M., Carvey, C. E., & Schiller, P. H. (2005) · Journal of Neurophysiology · doi:10.1152/jn.00736.2004 · Cited by 87 · see citing works
Retinal Neurostimulator for a Multifocal Vision Prosthesis
Wong, Y. T., Dommel, N., Preston, P., Hallum, L. E., Lehmann, T., Lovell, N. H., & Suaning, G. J. (2007) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2007.903958 · Cited by 79 · see citing works
Vaillancourt, P., Djemouai, A., Harvey, J. F., & Sawan, M. (2002) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.1997.756835 · Cited by 79 · see citing works
Architecture tradeoffs in high-density microstimulators for retinal prosthesis
Sivaprakasam, M., Liu, W., Wang, G., Weiland, J. D., & Humayun, M. S. (2005) · IEEE Transactions on Circuits and Systems I Fundamental Theory and Applications · doi:10.1109/tcsi.2005.857554 · Cited by 74 · see citing works
Oweiss, K. G. (2006) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2006.873749 · Cited by 74 · see citing works
Microstimulation of visual cortex to restore vision
Tehovnik, E. J., Slocum, W. M., Smirnakis, S. M., & Tolias, A. S. (2009) · Progress in Brain Research · doi:10.1016/s0079-6123(09)17524-6 · Cited by 71 · see citing works
Attaining higher resolution visual prosthetics: a review of the factors and limitations
Eiber, C. D., Lovell, N. H., & Suaning, G. J. (2013) · Journal of Neural Engineering · doi:10.1088/1741-2560/10/1/011002 · Cited by 71 · see citing works
Intraocular retinal prosthesis
Weiland, J. D., & Humayun, M. S. (2006) · IEEE Engineering in Medicine and Biology Magazine · doi:10.1109/memb.2006.1705748 · Cited by 71 · see citing works
Behavioural responses to a photovoltaic subretinal prosthesis implanted in non-human primates
Prévot, P.-H., Gehere, K., Arcizet, F., Akolkar, H., Khoei, M. A., Blaize, K., Oubari, O., Daye, P. M., Lanoë, M., Valet, M., et al. (2019) · Nature Biomedical Engineering · doi:10.1038/s41551-019-0484-2 · Cited by 69 · see citing works
Visual acuity measurement of prosthetic vision: a virtual-reality simulation study
Chen, S. C., Hallum, L. E., Lovell, N. H., & Suaning, G. J. (2005) · Journal of Neural Engineering · doi:10.1088/1741-2560/2/1/015 · Cited by 63 · see citing works
Cortical visual prostheses: From microstimulation to functional percept
Najarpour Foroushani, A., Pack, C. C., & Sawan, M. (2018) · Journal of Neural Engineering · doi:10.1088/1741-2552/aaa904 · Cited by 62 · see citing works
Simulating prosthetic vision: II. Measuring functional capacity
Chen, S. C., Suaning, G. J., Morley, J. W., & Lovell, N. H. (2009) · Vision Research · doi:10.1016/j.visres.2009.07.003 · Cited by 59 · see citing works
An advanced demultiplexing system for physiological stimulation
Jones, K. E., & Normann, R. A. (1997) · IEEE Transactions on Biomedical Engineering · doi:10.1109/10.649992 · Cited by 58 · see citing works
Self-citationPerformance of visually guided tasks using simulated prosthetic vision and saliency-based cues
Parikh, N., Itti, L., Humayun, M., & Weiland, J. (2013) · Journal of Neural Engineering · doi:10.1088/1741-2560/10/2/026017 · Cited by 54 · see citing works
A CMOS retinal neurostimulator capable of focussed, simultaneous stimulation
Dommel, N., Wong, Y. T., Lehmann, T., Dodds, C. W. D., Lovell, N. H., & Suaning, G. J. (2009) · Journal of Neural Engineering · doi:10.1088/1741-2560/6/3/035006 · Cited by 54 · see citing works
Abramian, M., Lovell, N. H., Morley, J. W., Suaning, G. J., & Dokos, S. (2011) · Journal of Neural Engineering · doi:10.1088/1741-2560/8/3/035004 · Cited by 52 · see citing works
Towards high-resolution retinal prostheses with direct optical addressing and inductive telemetry
Ha, S., Khraiche, M. L., Akinin, A., Jing, Y., Damle, S., Kuang, Y. J., Bauchner, S., Lo, Y., Freeman, W. R., Silva, G. A., et al. (2016) · Journal of Neural Engineering · doi:10.1088/1741-2560/13/5/056008 · Cited by 52 · see citing works
Zhao, Y., Lü, Y., Tian, Y., Li, L., Ren, Q., & Chai, X. (2010) · Information Sciences · doi:10.1016/j.ins.2010.04.021 · Cited by 47 · see citing works
Vision function testing for a suprachoroidal retinal prosthesis: effects of image filtering
Barnes, N., Scott, A. F., Lieby, P., Petoe, M. A., McCarthy, C., Stacey, A., Ayton, L. N., Sinclair, N. C., Shivdasani, M. N., Lovell, N. H., et al. (2016) · Journal of Neural Engineering · doi:10.1088/1741-2560/13/3/036013 · Cited by 46 · see citing works
Srivastava, N. R., Troyk, P. R., & Dagnelie, G. (2009) · Journal of Neural Engineering · doi:10.1088/1741-2560/6/3/035008 · Cited by 45 · see citing works
Simulations of Electrode Placement for a Thalamic Visual Prosthesis
Pezaris, J. S., & Reid, R. C. (2009) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2008.2005973 · Cited by 45 · see citing works
The bionic eye (electronic visual prosthesis): A review
Suaning, G. J., Lovell, N. H., Schindhelm, K., & Coroneo, M. T. (1998) · Australian and New Zealand Journal of Ophthalmology · doi:10.1111/j.1442-9071.1998.tb01310.x · Cited by 45 · see citing works
Ceramic packaging in neural implants
Shen, K., & Maharbiz, M. M. (2020) · Journal of Neural Engineering · doi:10.1088/1741-2552/abd683 · Cited by 44 · see citing works
Neural prostheses for vision: Designing a functional interface with retinal neurons
Hetling, J. R., & Baig-Silva, M. S. (2004) · Neurological Research · doi:10.1179/016164104773026499 · Cited by 44 · see citing works
A Processing Platform for Optoelectronic/Optogenetic Retinal Prosthesis
Al‐Atabany, W., McGovern, B., Mehran, K., Palmini, R. B., & Degenaar, P. A. (2011) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2011.2177498 · Cited by 43 · see citing works
Wang, J., Lü, Y., Gu, L., Zhou, C., & Chai, X. (2014) · Information Sciences · doi:10.1016/j.ins.2014.02.136 · Cited by 42 · see citing works
A head mounted device stimulator for optogenetic retinal prosthesis
Soltan, A., Barrett, J. M., Maaskant, P. P., Armstrong, N., Al‐Atabany, W., Chaudet, L., Neil, M. A. A., Sernagor, E., & Degenaar, P. A. (2018) · Journal of Neural Engineering · doi:10.1088/1741-2552/aadd55 · Cited by 41 · see citing works
Visual prosthetics 2006: assessment and expectations
Dagnelie, G. (2006) · Expert Review of Medical Devices · doi:10.1586/17434440.3.3.315 · Cited by 41 · see citing works
Toward a wide-field retinal prosthesis
Ameri, H., Ratanapakorn, T., Ufer, S., Eckhardt, H., Humayun, M. S., & Weiland, J. D. (2009) · Journal of Neural Engineering · doi:10.1088/1741-2560/6/3/035002 · Cited by 40 · see citing works
A biomimetic retinal stimulating array
Weiland, J. D., & Humayun, M. S. (2005) · IEEE Engineering in Medicine and Biology Magazine · doi:10.1109/memb.2005.1511496 · Cited by 40 · see citing works
van der Grinten, M., de Ruyter van Steveninck, J., Lozano, A., Pijnacker, L., Rueckauer, B., Roelfsema, P., van Gerven, M., van Wezel, R., Güçlü, U., & Güçlütürk, Y. (2024) · eLife · doi:10.7554/elife.85812 · Cited by 39 · see citing works
“…2009 ; Cha et al., 1992a ; Dagnelie et al., 2006 ; Dagnelie et al., 2007 ; Han et al., 2021 ; Vergnieux et al., 2014 ; Srivastava et al., 2009 ; Cha et al., 1992b ; Sommerhalder et al., 2004 ; Bollen et al., 2019 ; Winawer and Parvizi, 2016 ; Pezaris and Reid, 2008 ; Vurro et al., 2014 ;…”
Region-of-interest processing for electronic visual prostheses
Boyle, J. R., Maeder, A. J., & Boles, W. W. (2008) · Journal of Electronic Imaging · doi:10.1117/1.2841708 · Cited by 36 · see citing works
A spiking neural network model for obstacle avoidance in simulated prosthetic vision
Ge, C., Kasabov, N. K., Liu, Z., & Yang, J. (2017) · Information Sciences · doi:10.1016/j.ins.2017.03.006 · Cited by 36 · see citing works
Motor and Sensory Mapping of the Frontal and Occipital Lobes
Lesser, R. P., Arroyo, S., Crone, N. E., & Gordon, B. (1998) · Epilepsia · doi:10.1111/j.1528-1157.1998.tb05127.x · Cited by 36 · see citing works
Fernández, E., Alfaro, A., & González-López, P. (2020) · Frontiers in Neuroscience · doi:10.3389/fnins.2020.00681 · Cited by 35 · see citing works
Srivastava, N., Troyk, P. R., Towle, V. L., Curry, D. J., Schmidt, E. M., Kufta, C. V., & Dagnelie, G. (2007) · International IEEE/EMBS Conference on Neural Engineering · doi:10.1109/cne.2007.369629 · Cited by 35 · see citing works
Simulated prosthetic visual fixation, saccade, and smooth pursuit
Hallum, L. E., Suaning, G. J., Taubman, D., & Lovell, N. H. (2005) · Vision Research · doi:10.1016/j.visres.2004.09.032 · Cited by 35 · see citing works
Thorn, J. T., Migliorini, E., & Ghezzi, D. (2020) · Journal of Neural Engineering · doi:10.1088/1741-2552/abb5bc · Cited by 34 · see citing works
Ophthalmologic Abnormalities in the Pediatric Cochlear Implant Population
Siatkowski, R. M., Flynn, J. T., Hodges, A. V., & Bałkany, T. J. (1994) · American Journal of Ophthalmology · doi:10.1016/s0002-9394(14)72844-2 · Cited by 34 · see citing works
Progress in artificial vision through suprachoroidal retinal implants
Bareket, L., Barriga‐Rivera, A., Zapf, M. P., Lovell, N. H., & Suaning, G. J. (2017) · Journal of Neural Engineering · doi:10.1088/1741-2552/aa6cbb · Cited by 34 · see citing works
Advances in Retinal Neuroprosthetics
Lovell, N. H., Hallum, L. E., Chen, S. C., Dokos, S., Byrnes‐Preston, P., Green, R. A., Poole-Warren, L. A., Lehmann, T., & Suaning, G. J. (2006) · Wiley eBooks · doi:10.1002/9780470068298.ch20 · Cited by 34 · see citing works
Chen, S. C., Hallum, L. E., Suaning, G. J., & Lovell, N. H. (2007) · Journal of Neural Engineering · doi:10.1088/1741-2560/4/1/s13 · Cited by 31 · see citing works
Nguyen, H. T., Tangutooru, S. M., Rountree, C. M., Kantzos, A., Tarlochan, F., Yoon, W. J., & Troy, J. B. (2016) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2016.2567300 · Cited by 30 · see citing works
The very large electrode array for retinal stimulation (VLARS)—A concept study
Lohmann, T., Haiss, F., Schaffrath, K., Schnitzler, A. C., Waschkowski, F., Barz, C. S., van der Meer, A.-M., Werner, C., Johnen, S., Laube, T., et al. (2019) · Journal of Neural Engineering · doi:10.1088/1741-2552/ab4113 · Cited by 29 · see citing works
Effects of Depth-Based Object Isolation in Simulated Retinal Prosthetic Vision
Avraham, D., & Yitzhak Yitzhaky, B. (2021) · Symmetry · doi:10.3390/sym13101763 · Cited by 26 · see citing works
Learning prosthetic vision: a virtual-reality study
Chen, S. C., Hallum, L. E., Lovell, N. H., & Suaning, G. J. (2005) · IEEE Transactions on Neural Systems and Rehabilitation Engineering · doi:10.1109/tnsre.2005.851771 · Cited by 25 · see citing works
Visual neuroprosthetics-functional vision for the blind
Normann, R. A. (1995) · IEEE Engineering in Medicine and Biology Magazine · doi:10.1109/51.340752 · Cited by 24 · see citing works
Self-citationTransformative Reality: Improving bionic vision with robotic sensing
Lui, W. L. D., Browne, D., Kleeman, L., Drummond, T., & Li, W. H. (2012) · 2012 Annual International Conference of the IEEE Engineering in Medicine and Biology Society · doi:10.1109/embc.2012.6345929 · Cited by 23 · see citing works
Oh, S., Ahn, J.-H., Lee, S., Ko, H., Seo, J. M., Goo, Y., & Cho, D. (2014) · IEEE Transactions on Biomedical Engineering · doi:10.1109/tbme.2014.2336799 · Cited by 23 · see citing works
Visual Acuity of Simulated Thalamic Visual Prostheses in Normally Sighted Humans
Bourkiza, B., Vurro, M., Jeffries, A. M., & Pezaris, J. S. (2013) · PLoS ONE · doi:10.1371/journal.pone.0073592 · Cited by 23 · see citing works
Simulating auditory and visual sensorineural prostheses: a comparative review
Hallum, L. E., Dagnelie, G., Suaning, G. J., & Lovell, N. H. (2007) · Journal of Neural Engineering · doi:10.1088/1741-2560/4/1/s08 · Cited by 23 · see citing works
Transcutaneous Magnetic Coupling of Power and Data
Ghovanloo, M., & Lazzi, G. (2006) · Wiley eBooks · doi:10.1002/9780471740360.ebs1372 · Cited by 23 · see citing works
Retinal prosthetic vision simulation: temporal aspects
Avraham, D., Jung, J., Yitzhak Yitzhaky, B., & Eli Peli, A. (2021) · Journal of Neural Engineering · doi:10.1088/1741-2552/ac1b6c · Cited by 22 · see citing works
Tran, N., Skafidas, E. S., Yang, J., Bai, S., Fu, M., Ng, D., Halpern, M. E., & Mareels, I. (2011) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2011.6091660 · Cited by 21 · see citing works
Psychophysics of Prosthetic Vision: I. Visual Scanning and Visual Acuity
Chen, S. C., Hallum, L. E., Suaning, G. J., & Lovell, N. H. (2006) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2006.260816 · Cited by 21 · see citing works
Chen, S. C., Lovell, N. H., & Suaning, G. J. (2005) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2004.1404172 · Cited by 21 · see citing works
Cai, S., Fu, L., Zhang, H., Hu, G., & Liang, Z. (2005) · Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC) · doi:10.1109/iembs.2005.1615656 · Cited by 20 · see citing works
Architecture Tradeoffs in High Density Microstimulators for Retinal Prosthesis
Sivaprakasam, M., Liu, W., Wang, G., Zhou, M., Weiland, J. D., & Humayun, M. S. (2005) · International IEEE/EMBS Conference on Neural Engineering · doi:10.1109/cne.2005.1419660 · Cited by 20 · see citing works
Chinese Character Recognition Using Simulated Phosphene Maps
Zhao, Y., Lü, Y., Zhou, C., Yao, C., Ren, Q., & Chai, X. (2011) · Investigative Ophthalmology & Visual Science · doi:10.1167/iovs.09-4234 · Cited by 20 · see citing works
Intracortical current steering shifts the location of evoked neural activity
Meikle, S. J., Hagan, M. A., Price, N. S. C., & Wong, Y. T. (2022) · Journal of Neural Engineering · doi:10.1088/1741-2552/ac77bf · Cited by 19 · see citing works
Perceptual learning in a non-human primate model of artificial vision
Killian, N. J., Vurro, M., Keith, S. B., Kyada, M. J., & Pezaris, J. S. (2016) · Scientific Reports · doi:10.1038/srep36329 · Cited by 19 · see citing works
Alteheld, N., Roessler, G. F., Vobig, M. A., & Walter, P. (2004) · Biomedizinische Technik/Biomedical Engineering · doi:10.1515/bmt.2004.020 · Cited by 19 · see citing works
Electronic restoration of vision in those with photoreceptor degenerations
O'Brien, E. E., Greferath, U., Vessey, K. A., Jobling, A. I., & Fletcher, E. L. (2012) · Clinical and Experimental Optometry · doi:10.1111/j.1444-0938.2012.00783.x · Cited by 18 · see citing works
Image Recognition With a Limited Number of Pixels for Visual Prostheses Design
Li, S., Hu, J., Chai, X., & Peng, Y. (2011) · Artificial Organs · doi:10.1111/j.1525-1594.2011.01347.x · Cited by 18 · see citing works
Wearable Computer Vision Systems for a Cortical Visual Prosthesis
Li, W. H. (2013) · IEEE International Conference on Computer Vision Workshops · doi:10.1109/iccvw.2013.63 · Cited by 18 · see citing works
Assessing the utility of visual acuity measures in visual prostheses
Caspi, A., & Zivotofsky, A. Z. (2015) · Vision Research · doi:10.1016/j.visres.2015.01.006 · Cited by 17 · see citing works
Wireless Data Links for Biomedical Implants: Current Research and Future Directions
Charles, C. T. (2007) · IEEE Biomedical Circuits and Systems Conference (BioCAS) · doi:10.1109/biocas.2007.4463297 · Cited by 17 · see citing works
Contribution to the Theory of Prosthetic Vision
Hallum, L. E., Suaning, G. J., & Lovell, N. H. (2004) · ASAIO Journal · doi:10.1097/01.mat.0000132554.61306.97 · Cited by 17 · see citing works
Lee, J., Letner, J. G., Lim, J., Atzeni, G., Liao, J., Kamboj, A., Mani, B., Jeong, S., Kim, Y., Sun, Y., et al. (2024) · IEEE Journal of Solid-State Circuits · doi:10.1109/jssc.2023.3349179 · Cited by 16 · see citing works
AN INTRAOCULAR CAMERA FOR RETINAL PROSTHESES: RESTORING SIGHT TO THE BLIND
Stiles, N. R. B., McIntosh, B. P., Nasiatka, P. J., HAUER, M. C., Weiland, J. D., Humayun, M. S., & Tanguay, A. R. (2010) · Advanced series in applied physics · doi:10.1142/9789814295789_0020 · Cited by 16 · see citing works
- Authors
- Cha, K., Horch, K., & Normann, R. A.
- Affiliations
- University of Utah (US)
- Venue
- Annals of Biomedical Engineering
- Published
- 1992-07
- Volume
- 20
- Issue
- 4
- Pages
- 439-449
- ISSN
- 0090-6964 (ISSN-L)
- 1573-9686
- OpenAlex
- W1965889802
- Cited by
- 198
- References
- 31
- Citations by year
- 2026: 1 · 2025: 2 · 2024: 4 · 2023: 3 · 2022: 8 · 2021: 5 · 2020: 5 · 2019: 5 · 2018: 4 · 2017: 5 · 2016: 6 · 2015: 6 · 2014: 11 · 2013: 9 · 2012: 8
- FWCI
- 0.68
- Type
- journal article
- Language
- en
- Open access
- closed
- Licence
- www.springer.com/tdm (tdm)
- Locations
- Annals of Biomedical Engineering (publishedVersion)
- PubMed (publishedVersion)
- Topics
- Life Sciences › Neuroscience › Cellular and Molecular Neuroscience › Neuroscience and Neural Engineering
- Life Sciences › Neuroscience › Cognitive Neuroscience › Tactile and Sensory Interactions
- Life Sciences › Neuroscience › Cognitive Neuroscience › Visual perception and processing mechanisms
- Keywords
- visual prosthesis, phosphenes, visual acuity, electrode arrays, electrode spacing, pixel density, fovea, psychophysics
- MeSH terms
- Blindness, Electric Stimulation, Electrodes, Implanted, Humans, Models, Biological, Phosphenes, Prosthesis Design, Sensory Aids, Visual Acuity, Visual Cortex, Prostheses and Implants
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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